Two Plus Two Newer Archives Request for help from a stats guru about multicollinearity
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#1
10-18-2007, 07:56 PM
 Zobags Member Join Date: Oct 2006 Location: Wherever it is legal. Posts: 93
Request for help from a stats guru about multicollinearity

If I have a multiple linear regression model where one independent variable is perfectly correlated with the relationship between two other independent variables, will this create the problem of multicollinearity in my model?

As a hypothetical example, suppose I am trying to predict the income of two-person partnerships and have a theory that it can be predicted in part by 3 variables: (1) the age of the oldest partner; (2) the age of the youngest partner; and (3) the difference in age between the two partners.

If I include all 3 of these variables in my model, will it suffer from multicollinearity or any other problems?

Any help is greatly appreciated.
#2
10-19-2007, 01:11 AM
 BlueBear Senior Member Join Date: Apr 2003 Posts: 1,337
Re: Request for help from a stats guru about multicollinearity

Ok, using your hypothetical example, let X, Y be age of youngest, oldest partner respectively. We need to estimate parameters a, b and c where

Income = aX + bY + c(X-Y)

I don't think this a multicollinearity problem, but you'll just have a completely redundant variable in your multiple regression model.

If you reshuffle the terms above, you'll just simply get

Income = (a+c)(X) + (b-c)(Y) = AX + BY

So you could do a standard multiple regression model using 3 variables (to get variables a,b,c) and you could also do a similar model using 2 variables to get (A,B). They'll be exactly the same due to a redundant variable.

So in other words, it's a redundant variable problem instead of a multicollinearity problem.

I'm not a stats guru BTW.

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